{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import json\n",
    "import requests\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "List = []\n",
    "\n",
    "url = f'https://static-data.eol.cn/www/2.0/schoolspecialindex/2020/99/32/1/10.json'\n",
    "response = requests.get(url)\n",
    "data = json.loads(response.text)\n",
    "# if len(data) > 0 :\n",
    "#     List += data['data']['item']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "200"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "response.status_code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'school_id': '99',\n",
       " 'special_id': '92790',\n",
       " 'type': '1',\n",
       " 'max': '-',\n",
       " 'min': '396.00',\n",
       " 'average': '-',\n",
       " 'min_section': '5930',\n",
       " 'province': '32',\n",
       " 'batch': '7',\n",
       " 'id': '92790',\n",
       " 'spid': '1396',\n",
       " 'zslx': '-',\n",
       " 'info': '',\n",
       " 'level1_name': '本科',\n",
       " 'level2_name': '管理学',\n",
       " 'level3_name': '公共管理类',\n",
       " 'level1': '1',\n",
       " 'level2': '13',\n",
       " 'spname': '公共管理类',\n",
       " 'level3': '115',\n",
       " 'local_batch_name': '本科一批',\n",
       " 'zslx_name': '普通类'}"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "List[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.DataFrame(List)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>school_id</th>\n",
       "      <th>special_id</th>\n",
       "      <th>type</th>\n",
       "      <th>max</th>\n",
       "      <th>min</th>\n",
       "      <th>average</th>\n",
       "      <th>min_section</th>\n",
       "      <th>province</th>\n",
       "      <th>batch</th>\n",
       "      <th>id</th>\n",
       "      <th>...</th>\n",
       "      <th>info</th>\n",
       "      <th>level1_name</th>\n",
       "      <th>level2_name</th>\n",
       "      <th>level3_name</th>\n",
       "      <th>level1</th>\n",
       "      <th>level2</th>\n",
       "      <th>spname</th>\n",
       "      <th>level3</th>\n",
       "      <th>local_batch_name</th>\n",
       "      <th>zslx_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>99</td>\n",
       "      <td>92790</td>\n",
       "      <td>1</td>\n",
       "      <td>-</td>\n",
       "      <td>396.00</td>\n",
       "      <td>-</td>\n",
       "      <td>5930</td>\n",
       "      <td>32</td>\n",
       "      <td>7</td>\n",
       "      <td>92790</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>本科</td>\n",
       "      <td>管理学</td>\n",
       "      <td>公共管理类</td>\n",
       "      <td>1</td>\n",
       "      <td>13</td>\n",
       "      <td>公共管理类</td>\n",
       "      <td>115</td>\n",
       "      <td>本科一批</td>\n",
       "      <td>普通类</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>99</td>\n",
       "      <td>92762</td>\n",
       "      <td>1</td>\n",
       "      <td>-</td>\n",
       "      <td>396.00</td>\n",
       "      <td>-</td>\n",
       "      <td>5930</td>\n",
       "      <td>32</td>\n",
       "      <td>7</td>\n",
       "      <td>92762</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>本科</td>\n",
       "      <td>理学</td>\n",
       "      <td>物理学类</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>物理学类</td>\n",
       "      <td>52</td>\n",
       "      <td>本科一批</td>\n",
       "      <td>普通类</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>99</td>\n",
       "      <td>4194</td>\n",
       "      <td>1</td>\n",
       "      <td>-</td>\n",
       "      <td>396.00</td>\n",
       "      <td>-</td>\n",
       "      <td>5930</td>\n",
       "      <td>32</td>\n",
       "      <td>7</td>\n",
       "      <td>4194</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>本科</td>\n",
       "      <td>工学</td>\n",
       "      <td>电子信息类</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>微电子科学与工程</td>\n",
       "      <td>69</td>\n",
       "      <td>本科一批</td>\n",
       "      <td>普通类</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>99</td>\n",
       "      <td>92771</td>\n",
       "      <td>1</td>\n",
       "      <td>-</td>\n",
       "      <td>396.00</td>\n",
       "      <td>-</td>\n",
       "      <td>5930</td>\n",
       "      <td>32</td>\n",
       "      <td>7</td>\n",
       "      <td>92771</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>本科</td>\n",
       "      <td>理学</td>\n",
       "      <td>化学类</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>化学类</td>\n",
       "      <td>53</td>\n",
       "      <td>本科一批</td>\n",
       "      <td>普通类</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>99</td>\n",
       "      <td>92773</td>\n",
       "      <td>1</td>\n",
       "      <td>-</td>\n",
       "      <td>396.00</td>\n",
       "      <td>-</td>\n",
       "      <td>5930</td>\n",
       "      <td>32</td>\n",
       "      <td>7</td>\n",
       "      <td>92773</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>本科</td>\n",
       "      <td>理学</td>\n",
       "      <td>生物科学类</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>生物科学类</td>\n",
       "      <td>60</td>\n",
       "      <td>本科一批</td>\n",
       "      <td>普通类</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>99</td>\n",
       "      <td>92763</td>\n",
       "      <td>1</td>\n",
       "      <td>-</td>\n",
       "      <td>396.00</td>\n",
       "      <td>-</td>\n",
       "      <td>5930</td>\n",
       "      <td>32</td>\n",
       "      <td>7</td>\n",
       "      <td>92763</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>本科</td>\n",
       "      <td>工学</td>\n",
       "      <td>电子信息类</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>电子信息类</td>\n",
       "      <td>69</td>\n",
       "      <td>本科一批</td>\n",
       "      <td>普通类</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>99</td>\n",
       "      <td>4204</td>\n",
       "      <td>1</td>\n",
       "      <td>-</td>\n",
       "      <td>396.00</td>\n",
       "      <td>-</td>\n",
       "      <td>5930</td>\n",
       "      <td>32</td>\n",
       "      <td>7</td>\n",
       "      <td>4204</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>本科</td>\n",
       "      <td>工学</td>\n",
       "      <td>材料类</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>高分子材料与工程</td>\n",
       "      <td>66</td>\n",
       "      <td>本科一批</td>\n",
       "      <td>普通类</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>99</td>\n",
       "      <td>92797</td>\n",
       "      <td>1</td>\n",
       "      <td>-</td>\n",
       "      <td>396.00</td>\n",
       "      <td>-</td>\n",
       "      <td>5930</td>\n",
       "      <td>32</td>\n",
       "      <td>7</td>\n",
       "      <td>92797</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>本科</td>\n",
       "      <td>工学</td>\n",
       "      <td>材料类</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>材料类</td>\n",
       "      <td>66</td>\n",
       "      <td>本科一批</td>\n",
       "      <td>普通类</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>99</td>\n",
       "      <td>4287</td>\n",
       "      <td>1</td>\n",
       "      <td>-</td>\n",
       "      <td>396.00</td>\n",
       "      <td>-</td>\n",
       "      <td>5930</td>\n",
       "      <td>32</td>\n",
       "      <td>7</td>\n",
       "      <td>4287</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>本科</td>\n",
       "      <td>工学</td>\n",
       "      <td>电气类</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>电气工程及其自动化</td>\n",
       "      <td>68</td>\n",
       "      <td>本科一批</td>\n",
       "      <td>普通类</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>99</td>\n",
       "      <td>4217</td>\n",
       "      <td>1</td>\n",
       "      <td>-</td>\n",
       "      <td>396.00</td>\n",
       "      <td>-</td>\n",
       "      <td>5930</td>\n",
       "      <td>32</td>\n",
       "      <td>7</td>\n",
       "      <td>4217</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>本科</td>\n",
       "      <td>工学</td>\n",
       "      <td>自动化类</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>自动化</td>\n",
       "      <td>70</td>\n",
       "      <td>本科一批</td>\n",
       "      <td>普通类</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  school_id special_id type max     min average min_section province batch  \\\n",
       "0        99      92790    1   -  396.00       -        5930       32     7   \n",
       "1        99      92762    1   -  396.00       -        5930       32     7   \n",
       "2        99       4194    1   -  396.00       -        5930       32     7   \n",
       "3        99      92771    1   -  396.00       -        5930       32     7   \n",
       "4        99      92773    1   -  396.00       -        5930       32     7   \n",
       "5        99      92763    1   -  396.00       -        5930       32     7   \n",
       "6        99       4204    1   -  396.00       -        5930       32     7   \n",
       "7        99      92797    1   -  396.00       -        5930       32     7   \n",
       "8        99       4287    1   -  396.00       -        5930       32     7   \n",
       "9        99       4217    1   -  396.00       -        5930       32     7   \n",
       "\n",
       "      id  ... info level1_name level2_name level3_name level1 level2  \\\n",
       "0  92790  ...               本科         管理学       公共管理类      1     13   \n",
       "1  92762  ...               本科          理学        物理学类      1      9   \n",
       "2   4194  ...               本科          工学       电子信息类      1     10   \n",
       "3  92771  ...               本科          理学         化学类      1      9   \n",
       "4  92773  ...               本科          理学       生物科学类      1      9   \n",
       "5  92763  ...               本科          工学       电子信息类      1     10   \n",
       "6   4204  ...               本科          工学         材料类      1     10   \n",
       "7  92797  ...               本科          工学         材料类      1     10   \n",
       "8   4287  ...               本科          工学         电气类      1     10   \n",
       "9   4217  ...               本科          工学        自动化类      1     10   \n",
       "\n",
       "      spname level3 local_batch_name zslx_name  \n",
       "0      公共管理类    115             本科一批       普通类  \n",
       "1       物理学类     52             本科一批       普通类  \n",
       "2   微电子科学与工程     69             本科一批       普通类  \n",
       "3        化学类     53             本科一批       普通类  \n",
       "4      生物科学类     60             本科一批       普通类  \n",
       "5      电子信息类     69             本科一批       普通类  \n",
       "6   高分子材料与工程     66             本科一批       普通类  \n",
       "7        材料类     66             本科一批       普通类  \n",
       "8  电气工程及其自动化     68             本科一批       普通类  \n",
       "9        自动化     70             本科一批       普通类  \n",
       "\n",
       "[10 rows x 22 columns]"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "dic = {}\n",
    "type_1 = []\n",
    "for i in range(len(data.loc[data['type'] == '1'])):\n",
    "    d = data.loc[data['type'] == '1'].iloc[i]\n",
    "    type_1.append(d.to_dict())\n",
    "dic['1'] = type_1\n",
    "type_2 = []\n",
    "for i in range(len(data.loc[data['type'] == '2'])):\n",
    "    d = data.loc[data['type'] == '2'].iloc[i]\n",
    "    type_2.append(d.to_dict())\n",
    "dic['2'] = type_2\n",
    "type_3 = []\n",
    "for i in range(len(data.loc[data['type'] == '3'])):\n",
    "    d = data.loc[data['type'] == '3'].iloc[i]\n",
    "    type_3.append(d.to_dict())\n",
    "dic['3'] = type_3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'1': [{'school_id': '99',\n",
       "   'special_id': '92790',\n",
       "   'type': '1',\n",
       "   'max': '-',\n",
       "   'min': '396.00',\n",
       "   'average': '-',\n",
       "   'min_section': '5930',\n",
       "   'province': '32',\n",
       "   'batch': '7',\n",
       "   'id': '92790',\n",
       "   'spid': '1396',\n",
       "   'zslx': '-',\n",
       "   'info': '',\n",
       "   'level1_name': '本科',\n",
       "   'level2_name': '管理学',\n",
       "   'level3_name': '公共管理类',\n",
       "   'level1': '1',\n",
       "   'level2': '13',\n",
       "   'spname': '公共管理类',\n",
       "   'level3': '115',\n",
       "   'local_batch_name': '本科一批',\n",
       "   'zslx_name': '普通类'},\n",
       "  {'school_id': '99',\n",
       "   'special_id': '92762',\n",
       "   'type': '1',\n",
       "   'max': '-',\n",
       "   'min': '396.00',\n",
       "   'average': '-',\n",
       "   'min_section': '5930',\n",
       "   'province': '32',\n",
       "   'batch': '7',\n",
       "   'id': '92762',\n",
       "   'spid': '1333',\n",
       "   'zslx': '-',\n",
       "   'info': '',\n",
       "   'level1_name': '本科',\n",
       "   'level2_name': '理学',\n",
       "   'level3_name': '物理学类',\n",
       "   'level1': '1',\n",
       "   'level2': '9',\n",
       "   'spname': '物理学类',\n",
       "   'level3': '52',\n",
       "   'local_batch_name': '本科一批',\n",
       "   'zslx_name': '普通类'},\n",
       "  {'school_id': '99',\n",
       "   'special_id': '4194',\n",
       "   'type': '1',\n",
       "   'max': '-',\n",
       "   'min': '396.00',\n",
       "   'average': '-',\n",
       "   'min_section': '5930',\n",
       "   'province': '32',\n",
       "   'batch': '7',\n",
       "   'id': '4194',\n",
       "   'spid': '168',\n",
       "   'zslx': '-',\n",
       "   'info': '',\n",
       "   'level1_name': '本科',\n",
       "   'level2_name': '工学',\n",
       "   'level3_name': '电子信息类',\n",
       "   'level1': '1',\n",
       "   'level2': '10',\n",
       "   'spname': '微电子科学与工程',\n",
       "   'level3': '69',\n",
       "   'local_batch_name': '本科一批',\n",
       "   'zslx_name': '普通类'},\n",
       "  {'school_id': '99',\n",
       "   'special_id': '92771',\n",
       "   'type': '1',\n",
       "   'max': '-',\n",
       "   'min': '396.00',\n",
       "   'average': '-',\n",
       "   'min_section': '5930',\n",
       "   'province': '32',\n",
       "   'batch': '7',\n",
       "   'id': '92771',\n",
       "   'spid': '1334',\n",
       "   'zslx': '-',\n",
       "   'info': '',\n",
       "   'level1_name': '本科',\n",
       "   'level2_name': '理学',\n",
       "   'level3_name': '化学类',\n",
       "   'level1': '1',\n",
       "   'level2': '9',\n",
       "   'spname': '化学类',\n",
       "   'level3': '53',\n",
       "   'local_batch_name': '本科一批',\n",
       "   'zslx_name': '普通类'},\n",
       "  {'school_id': '99',\n",
       "   'special_id': '92773',\n",
       "   'type': '1',\n",
       "   'max': '-',\n",
       "   'min': '396.00',\n",
       "   'average': '-',\n",
       "   'min_section': '5930',\n",
       "   'province': '32',\n",
       "   'batch': '7',\n",
       "   'id': '92773',\n",
       "   'spid': '1341',\n",
       "   'zslx': '-',\n",
       "   'info': '',\n",
       "   'level1_name': '本科',\n",
       "   'level2_name': '理学',\n",
       "   'level3_name': '生物科学类',\n",
       "   'level1': '1',\n",
       "   'level2': '9',\n",
       "   'spname': '生物科学类',\n",
       "   'level3': '60',\n",
       "   'local_batch_name': '本科一批',\n",
       "   'zslx_name': '普通类'},\n",
       "  {'school_id': '99',\n",
       "   'special_id': '92763',\n",
       "   'type': '1',\n",
       "   'max': '-',\n",
       "   'min': '396.00',\n",
       "   'average': '-',\n",
       "   'min_section': '5930',\n",
       "   'province': '32',\n",
       "   'batch': '7',\n",
       "   'id': '92763',\n",
       "   'spid': '1350',\n",
       "   'zslx': '-',\n",
       "   'info': '',\n",
       "   'level1_name': '本科',\n",
       "   'level2_name': '工学',\n",
       "   'level3_name': '电子信息类',\n",
       "   'level1': '1',\n",
       "   'level2': '10',\n",
       "   'spname': '电子信息类',\n",
       "   'level3': '69',\n",
       "   'local_batch_name': '本科一批',\n",
       "   'zslx_name': '普通类'},\n",
       "  {'school_id': '99',\n",
       "   'special_id': '4204',\n",
       "   'type': '1',\n",
       "   'max': '-',\n",
       "   'min': '396.00',\n",
       "   'average': '-',\n",
       "   'min_section': '5930',\n",
       "   'province': '32',\n",
       "   'batch': '7',\n",
       "   'id': '4204',\n",
       "   'spid': '161',\n",
       "   'zslx': '-',\n",
       "   'info': '',\n",
       "   'level1_name': '本科',\n",
       "   'level2_name': '工学',\n",
       "   'level3_name': '材料类',\n",
       "   'level1': '1',\n",
       "   'level2': '10',\n",
       "   'spname': '高分子材料与工程',\n",
       "   'level3': '66',\n",
       "   'local_batch_name': '本科一批',\n",
       "   'zslx_name': '普通类'},\n",
       "  {'school_id': '99',\n",
       "   'special_id': '92797',\n",
       "   'type': '1',\n",
       "   'max': '-',\n",
       "   'min': '396.00',\n",
       "   'average': '-',\n",
       "   'min_section': '5930',\n",
       "   'province': '32',\n",
       "   'batch': '7',\n",
       "   'id': '92797',\n",
       "   'spid': '1347',\n",
       "   'zslx': '-',\n",
       "   'info': '',\n",
       "   'level1_name': '本科',\n",
       "   'level2_name': '工学',\n",
       "   'level3_name': '材料类',\n",
       "   'level1': '1',\n",
       "   'level2': '10',\n",
       "   'spname': '材料类',\n",
       "   'level3': '66',\n",
       "   'local_batch_name': '本科一批',\n",
       "   'zslx_name': '普通类'},\n",
       "  {'school_id': '99',\n",
       "   'special_id': '4287',\n",
       "   'type': '1',\n",
       "   'max': '-',\n",
       "   'min': '396.00',\n",
       "   'average': '-',\n",
       "   'min_section': '5930',\n",
       "   'province': '32',\n",
       "   'batch': '7',\n",
       "   'id': '4287',\n",
       "   'spid': '164',\n",
       "   'zslx': '-',\n",
       "   'info': '',\n",
       "   'level1_name': '本科',\n",
       "   'level2_name': '工学',\n",
       "   'level3_name': '电气类',\n",
       "   'level1': '1',\n",
       "   'level2': '10',\n",
       "   'spname': '电气工程及其自动化',\n",
       "   'level3': '68',\n",
       "   'local_batch_name': '本科一批',\n",
       "   'zslx_name': '普通类'},\n",
       "  {'school_id': '99',\n",
       "   'special_id': '4217',\n",
       "   'type': '1',\n",
       "   'max': '-',\n",
       "   'min': '396.00',\n",
       "   'average': '-',\n",
       "   'min_section': '5930',\n",
       "   'province': '32',\n",
       "   'batch': '7',\n",
       "   'id': '4217',\n",
       "   'spid': '171',\n",
       "   'zslx': '-',\n",
       "   'info': '',\n",
       "   'level1_name': '本科',\n",
       "   'level2_name': '工学',\n",
       "   'level3_name': '自动化类',\n",
       "   'level1': '1',\n",
       "   'level2': '10',\n",
       "   'spname': '自动化',\n",
       "   'level3': '70',\n",
       "   'local_batch_name': '本科一批',\n",
       "   'zslx_name': '普通类'}],\n",
       " '2': [],\n",
       " '3': []}"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len({})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
